Gum Spring is a spring located in Newton County, Mississippi. It appears on the Union West USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 490.21 feet (149.42 m) above sea level. The nearest populated place is Stamper (historical), approximately 2.3 miles to the E.